GROUP TESTING FOR LARGE-SCALE COVID-19 SCREENING
The demand for test kits needed to identify infected individuals during the COVID-19 pandemic is steadily increasing, and many countries are already in short supply. The limited availability of these test kits makes the testing capacity of a large population very limited. To optimise the use of the...
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Published in | Journal of decision systems Vol. 32; no. 1; pp. 162 - 176 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Abingdon
Taylor & Francis
21.12.2022
Taylor & Francis Ltd |
Subjects | |
Online Access | Get full text |
ISSN | 1246-0125 2116-7052 |
DOI | 10.1080/12460125.2021.1933713 |
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Abstract | The demand for test kits needed to identify infected individuals during the COVID-19 pandemic is steadily increasing, and many countries are already in short supply. The limited availability of these test kits makes the testing capacity of a large population very limited. To optimise the use of the available testing capacity, we study two group testing strategies expected to considerably reduce the required number of test kits. For each strategy, two problems are addressed: the minimisation of tests required to investigate a targeted population and the maximisation of the size of the tested population subject to a given testing capacity. We mathematically formulate both problems and provide the optimal pool size formula associated with each strategy. Real and simulated case studies are presented to assess the efficiency of both strategies. We provide evidence that the best strategy to be used during the screening process depends on this pandemic's prevalence rate. |
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AbstractList | The demand for test kits needed to identify infected individuals during the COVID-19 pandemic is steadily increasing, and many countries are already in short supply. The limited availability of these test kits makes the testing capacity of a large population very limited. To optimise the use of the available testing capacity, we study two group testing strategies expected to considerably reduce the required number of test kits. For each strategy, two problems are addressed: the minimisation of tests required to investigate a targeted population and the maximisation of the size of the tested population subject to a given testing capacity. We mathematically formulate both problems and provide the optimal pool size formula associated with each strategy. Real and simulated case studies are presented to assess the efficiency of both strategies. We provide evidence that the best strategy to be used during the screening process depends on this pandemic’s prevalence rate. |
Author | Kamoun, Hichem Zahrouni, Wassim |
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Cites_doi | 10.1111/rssc.12097 10.1007/s10878-007-9085-1 10.1016/j.jcta.2014.04.005 10.1109/TIP.2002.801124 10.1109/TIT.1985.1057026 10.1002/j.1538-7305.1959.tb03914.x 10.1016/j.jcss.2020.02.002 10.1016/j.jcv.2020.104382 10.1093/cid/ciaa344 10.1007/s00453-013-9791-2 10.1016/S0378-3758(99)00131-7 10.1561/0100000099 10.1214/aoms/1177731363 10.1007/s10955-008-9528-9 10.1101/2020.04.03.024216 10.1155/S1048953303000285 10.1007/978-1-4939-2864-4_324 10.1016/j.jcss.2009.06.002 10.1007/978-1-4614-0128-5 |
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SubjectTerms | Availability COVID-19 screening group testing Optimization pooling design resources optimisation Screening |
Title | GROUP TESTING FOR LARGE-SCALE COVID-19 SCREENING |
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